Title
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Yang Yue Zhiqi Chen Rui Lu Andrew Zhao Zhaokai Wang Yang Yue Shiji Song Gao Huang ReLM LRM 107 55 0 18 Apr 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 251 1,503 0 22 Jan 2025
UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Boyang Xue Fei Mi Qi Zhu Hongru Wang Rui Wang Sheng Wang Erxin Yu Xuming Hu Kam-Fai Wong HILM 131 2 0 16 Dec 2024
Measuring short-form factuality in large language models Jason W. Wei Nguyen Karina Hyung Won Chung Yunxin Joy Jiao Spencer Papay Amelia Glaese John Schulman W. Fedus ELM KELM HILM 57 63 0 07 Nov 2024
Taming Overconfidence in LLMs: Reward Calibration in RLHF Jixuan Leng Chengsong Huang Banghua Zhu Jiaxin Huang 58 11 0 13 Oct 2024
LLM Internal States Reveal Hallucination Risk Faced With a Query Ziwei Ji Delong Chen Etsuko Ishii Samuel Cahyawijaya Yejin Bang Bryan Wilie Pascale Fung HILM LRM 68 28 0 03 Jul 2024
Large Language Models Must Be Taught to Know What They Don't Know Sanyam Kapoor Nate Gruver Manley Roberts Katherine Collins Arka Pal Umang Bhatt Adrian Weller Samuel Dooley Micah Goldblum Andrew Gordon Wilson 50 22 0 12 Jun 2024
Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations? Zorik Gekhman G. Yona Roee Aharoni Matan Eyal Amir Feder Roi Reichart Jonathan Herzig 76 122 0 09 May 2024
FLAME: Factuality-Aware Alignment for Large Language Models Sheng-Chieh Lin Luyu Gao Barlas Oğuz Wenhan Xiong Jimmy Lin Wen-tau Yih Xilun Chen HILM 49 17 0 02 May 2024
Rejection Improves Reliability: Training LLMs to Refuse Unknown Questions Using RL from Knowledge Feedback Hongshen Xu Zichen Zhu Situo Zhang Da Ma Shuai Fan Lu Chen Kai Yu HILM 73 43 0 27 Mar 2024
Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Lifeng Jin Linfeng Song Haitao Mi Helen Meng HILM 65 51 0 14 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 87 953 0 05 Feb 2024
Learning to Trust Your Feelings: Leveraging Self-awareness in LLMs for Hallucination Mitigation Yuxin Liang Zhuoyang Song Hao Wang Jiaxing Zhang HILM 58 31 0 27 Jan 2024
Can AI Assistants Know What They Don't Know? Qinyuan Cheng Tianxiang Sun Xiangyang Liu Wenwei Zhang Zhangyue Yin Shimin Li Linyang Li Zhengfu He Kai Chen Xipeng Qiu 50 24 0 24 Jan 2024
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi R. Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 75 43 0 16 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 83 805 0 09 Nov 2023
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation Ruiyang Ren Yuhao Wang Yingqi Qu Wayne Xin Zhao Qingbin Liu Hao Tian Huaqin Wu Ji-Rong Wen Haifeng Wang RALM KELM 75 131 0 20 Jul 2023
Do Large Language Models Know What They Don't Know? Zhangyue Yin Qiushi Sun Qipeng Guo Jiawen Wu Xipeng Qiu Xuanjing Huang ELM AI4MH 54 158 0 29 May 2023
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories Alex Troy Mallen Akari Asai Victor Zhong Rajarshi Das Daniel Khashabi Hannaneh Hajishirzi RALM HILM KELM 96 567 0 20 Dec 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 484 3,486 0 21 Mar 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 179 2,327 0 08 Feb 2022
TruthfulQA: Measuring How Models Mimic Human Falsehoods Stephanie C. Lin Jacob Hilton Owain Evans HILM 89 1,825 0 08 Sep 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang D. Song Jacob Steinhardt ReLM FaML 124 2,109 0 05 Mar 2021
Crowdsourcing Multiple Choice Science Questions Johannes Welbl Nelson F. Liu Matt Gardner AI4Ed 52 493 0 19 Jul 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 173 2,610 0 09 May 2017